# Language-guided 3D shape generation on ShapeNet (test)

Source: [Language-guided 3D shape generation on ShapeNet (test)](<https://www.sota2.com/research/sota/language-guided-3d-shape-generation-on-shapenet-test>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T05:54:40.141Z

Evaluation of models generating 3D shapes from text prompts using the test split of the ShapeNet dataset, measured using P(Tr), P(Dis), and P(Conf) metrics.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Language-guided 3D shape generation |
| Dataset (including any stated split) | ShapeNet (test) |
| Metric | P(Tr) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [P(Tr)](<https://www.sota2.com/research/sota/language-guided-3d-shape-generation-on-shapenet-test.md?metric=P(Tr)>): Higher is better; unit: PERCENT.

- [P(Dis)](<https://www.sota2.com/research/sota/language-guided-3d-shape-generation-on-shapenet-test.md?metric=P(Dis)>): Higher is better; unit: PERCENT.

- [P(Conf)](<https://www.sota2.com/research/sota/language-guided-3d-shape-generation-on-shapenet-test.md?metric=P(Conf)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | P(Tr) | Result date | Report paper |
| --- | --- | --- | --- |
| AutoSDF | 0.66 | Not recorded | 68fa6ee41e209131cea42ab5 |
| AutoSDF | 0.61 | Not recorded | 68fa6ee41e209131cea42ab5 |
| AutoSDF | 0.34 | Not recorded | 68fa6ee41e209131cea42ab5 |
| AutoSDF | 0.3 | Not recorded | 68fa6ee41e209131cea42ab5 |
| AutoSDF (Sequential) | 0.28 | Not recorded | 68fa6ee41e209131cea42ab5 |
| Joint-Encoding | 0.19 | Not recorded | 68fa6ee41e209131cea42ab5 |
| Text2Shape | 0.15 | Not recorded | 68fa6ee41e209131cea42ab5 |

### AutoSDF

P(Tr): 0.66. Result ID: 6990681d3a6c31484900526a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee41e209131cea42ab5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee41e209131cea42ab5.md>)

[Implementation](<https://yccyenchicheng.github.io/AutoSDF/>)

Recorded evaluation configuration: {"Distractor":"Text2Shape"}. This record does not assert independent reproduction.

### AutoSDF

P(Tr): 0.61. Result ID: 6990681d3a6c31484900526b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee41e209131cea42ab5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee41e209131cea42ab5.md>)

[Implementation](<https://yccyenchicheng.github.io/AutoSDF/>)

Recorded evaluation configuration: {"Distractor":"Joint-Encoding"}. This record does not assert independent reproduction.

### AutoSDF

P(Tr): 0.34. Result ID: 6990681d3a6c31484900526c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee41e209131cea42ab5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee41e209131cea42ab5.md>)

[Implementation](<https://yccyenchicheng.github.io/AutoSDF/>)

Recorded evaluation configuration: {"Distractor":"AutoSDF (Sequential)"}. This record does not assert independent reproduction.

### AutoSDF

P(Tr): 0.3. Result ID: 6990681d3a6c31484900526d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee41e209131cea42ab5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee41e209131cea42ab5.md>)

[Implementation](<https://yccyenchicheng.github.io/AutoSDF/>)

Recorded evaluation configuration: {"Distractor":"GT"}. This record does not assert independent reproduction.

### AutoSDF (Sequential)

P(Tr): 0.28. Result ID: 6990681d3a6c31484900526e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee41e209131cea42ab5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6ee41e209131cea42ab5.md>)

[Implementation](<https://yccyenchicheng.github.io/AutoSDF/>)

Recorded evaluation configuration: {"Distractor":"GT"}. This record does not assert independent reproduction.

### Joint-Encoding

P(Tr): 0.19. Result ID: 6990681d3a6c314849005270.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee41e209131cea42ab5.md>)

Recorded evaluation configuration: {"Distractor":"GT"}. This record does not assert independent reproduction.

### Text2Shape

P(Tr): 0.15. Result ID: 6990681d3a6c31484900526f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6ee41e209131cea42ab5.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa64271e209131cea02ee8.md>)

Recorded evaluation configuration: {"Distractor":"GT"}. This record does not assert independent reproduction.

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